{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import os\n",
    "import cv2\n",
    "import random\n",
    "import glob\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataset import tuSimpleDataset\n",
    "from torch.utils.data import DataLoader\n",
    "from segnet import SegNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import MeanShift, estimate_bandwidth\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.datasets.samples_generator import make_blobs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "INPUT_CHANNELS = 3\n",
    "OUTPUT_CHANNELS = 2\n",
    "BATCH_SIZE = 8\n",
    "SIZE = [224, 224]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = '/data/tuSimple/train_set/'\n",
    "test_path = '/data/tuSimple/test_set/'\n",
    "MODEL_PATH = './model_best.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataset = tuSimpleDataset(train_path, size=SIZE)\n",
    "test_dataset = tuSimpleDataset(test_path, size=SIZE, trans=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dataloader = DataLoader(dataset=train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=8)\n",
    "test_dataloader = DataLoader(dataset=test_dataset, batch_size=BATCH_SIZE, num_workers=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgs, label_imgs = next(iter(train_dataloader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f73243cc198>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = np.random.randint(0, BATCH_SIZE-1)\n",
    "lane_coordinate = np.where(label_imgs[idx] == 1)\n",
    "plt.scatter(lane_coordinate[1], lane_coordinate[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "idxT = np.transpose(lane_coordinate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DBSCAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0, 1, 2}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "db = DBSCAN(eps=2).fit(idxT)\n",
    "core_samples_mask = np.zeros_like(db.labels_, dtype=bool)\n",
    "core_samples_mask[db.core_sample_indices_] = True\n",
    "labels = db.labels_\n",
    "\n",
    "set(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_labels = set(labels)\n",
    "colors = [plt.cm.Spectral(each) for each in np.linspace(0, 1, len(unique_labels))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UBh1a9yOl1yOMHbSQAVfMABTrNr/EklcWh6xtqnv0dZBjqXCkUkBJTEwEbdo0ZcuWHSxe/CCZmesIBALBgJKSkoD2wdFoqonL6WHAFQ/z9soHsZlOLKu0ysGo3Xs3EuZuSG7BXqyAHxCUMglYfmw2Jwr4blPNqN606qYe8+sqHIVhGFx2WSe++OJZoqPDee65jCoBJdoHR6OpHj6fj+KSwuChqHBPHOGeuCoHoy694EYax3XAZjoQLByOcNq16sUV3SahUFx77aiQCyB0oa+DeL1eFi16kYceepE+fbpit5u4XA5uv30oW7Y8z86drzJ58mCeffZtkpMf4IUX7ic7+xALFqSTknIZTqddSy01mmowc+ZTwVaNze7iYM4O8gr2ImLx2frnaNSgPZ+vfx5D2UjqOZ2xAxeQ1HM6hjL5bP0/sdnNM+Zn82vo1k0dxufzcf75nQgEBMsKHHWAatiwnlx//dW8//4a0tIyWLToPjIzv+KZZ97C6XTxxRdrQ77S0GhqMw1iYsnJzaVD674EAv7goSjgBAej4ij27+fV12o27U23bs4CvF4vo0Zdg91u0rPn+SjFCQNK5s17l9LSAOPH99WbshrNr+Dz+Th06ABWIBBs1VQcimoc1xFQ5BfuO+pgVGlpCYdydrBu/Ze1xlBQr+jrOD6fj4su6oJpwlVXdfnVw1SVfXA+//xpbY2g0RyHjIwMhg0bgb+kFNO0Y1kBDMMgvmEHdu/deJxDUWX2wyIBwsI8HDp8oMbHqb1uziIyMjIYO/ZaGjWKZNu2Pcds41T44PTr141mzeL4298m4nT2Izo6ksWLX641Kw+NJtT4fD7O69yFQECIa9CWouIcwj2x7NyzvqxVU7APkQCGUfY7Vtl+OL9gH41jOzJkxOXMmv1UjY9Vt27OIpKSkvjii7Xs2nUApfhVH5yVK9cxefJgtm/fg8tlp3//rlx//Rh9iEqjKefuu+/B42pEu5aJuBwRHMzZwe69G7mww0gKig6CgrJftKqvaxjdih5dUtm1d0PIDkYdjxMWeqVUc6XUSqXUt0qpjUqpO8qvN1BKfaCU2lr+35jy60opNUsplaWU+lopdVFNT0JT1q+/6aabSEm5DJfLwaRJQ9iwYSFFRe+zdu0cGjWKYdKkp1i06D683qbMn78Mu91OZuZX3HDD1UyePCnUU9BoQk5aWhrvvP0OeQV7adviCnZmrweEQMBfdiiq0XkYysRmOji31dWkJD7KdYMWMvCqh3HYw/h03UJMQ9W+duiJPBKAJsBF5c8jgC1AR+Ax4L7y6/cBfyt/PgDIoOz97lLg8xN9D+11c3rIysqS2NgGMmvWFImM9EhsbJSYpiHx8TEybdoIycp6QUQy5dNPZ0tUVJjccENfMU1DsrJeELfbKQsXLgz1FDSakLFw4UKxmQ4BRKHkukHPiUKJwhSb6ZT4hh3ENB3H9LOx29zSNL6L2EynjLt+3BkbM9X0ujlpAzLgLeBqYDPQRH55M9hc/nwucG2l+4P3He+hC/3pIz09XTwepwwd+jtp2DBS7r33WsnKekFKSpZLVtYLcs89o6VBgwiJjPTIihV/l/j4GCkpWS6GYUhYmEtWrFgR6iloNGecrKwscTrc0tGbJKZhF6cjQob2eVxczkhx2MPEZrrEYfdI88bdxGkPl05tkmVon8flukFpMrTP49KpzQBx2MPE7Q6XrKysMzbu6hb6kwoHV0q1BC4EPgfiRWR3+ad+BuLLnzcFdlR62U/l13ajqXGSkpIwDJP//GcDeXlFzJz5L2bPfp2iIj8xMeG0bdsUEWHJkv8hI+MLxozpzfbte2jYMJKSEj9DhqTonFnNWcfMmU8RCFi0b5XI5m0rCPfEsfXHj2jVtAd7D2YR5m7I7r0bycnbhT9QzHe+99j0wwdVAkVQFkuXLq19bRtOYjNWKRUOLAXuFJEqRinl7ywnJd9RSk1USq1RSq3Zu3fvybxUcwJGjBhBfn4RLped4cN7EhHhQSmw2Ux69Di+NUJeXqHOmdWclfzzn88f5UpZESiSk/czu/du5NILbuSc+POw2ZxUVjtICANFqku1Cr1Syk5ZkV8sIq+XX96jlGpS/vkmQHb59Z1A80ovb1Z+rQoiMk9EuolIt7i4uFMdv+YYTJ8+A78/QFFRCcuWfc6NN/Zj8+bn2bHjlV+1RoiNjeLgwVxSU/VhKs3Zg8/nIz8/p4orpSUBSgPFrF6XRuPYjlhWgNXr0jCUjeQr/siY5Hmk9HqEc739CFh+nA4HiYmJoZ7KcTmhjl4ppYDngQMicmel648D+0Xkr0qp+4AGInKPUioZmELZpmx3YJaIXPJr30Pr6E8/Q4YM5v3330MpMAwDy7JOYI2wjgMHDgdzZrt2naQdLjVnBeOuv5GXXnoJw7AFXSl3Zq8nL38/lBsGihVAxKqinbeZDkDRuFF7hg6/8ozo5o/kdOroLweuBxKVUuvKHwOAvwJXK6W2An3KPwZIB74HsoD5gNbthYAnnngSt9tNjx6dEJETWiM891xGlZxZ7XCpORvIyMjgpZdfRsQizB1bxerANG3ExXip6Eqr8nZNoBYFilQXfTK2HpORkcGIEcPo16/bKeXMFhQUh3gGGk3N4fP56NKlK3l5ORjKBKUwlFEW8F3J6qBJXGf27PuONi2uPCoHdsee1bz6auhOlmsLBA0A48ffQHr62xw+XHCUNUJEhIe+fbsREeHhjTf+w+LFD5CU1J377pvHrFlvUFBQFOrhazQ1RkrKEHzflrD5hxUYhonLGUVB4YFfXCkrWR2IWFQOFDENOyBs3vJdSFU22gJBA1RszAp2u4nDYcMwFPBLzuz7738BHJ0zW1paSmZmZqiHr9HUCD6fj/T0DNq3SiwzIXPHUlB4AMMwaRjdmvyi/VQWEiqlsMTCMEyaxl9Q1rcXq1ZKKY+FLvT1HK/Xy+LFL+P3l2JZZRLL5ORfcma//HLuUTmzlmVhGAZDhqTogBJNveShP/2ZQMBPmDsWUOTk/wxAwPJz4PA2mja6ALvNRcc2SaQkPsK1yXMZ2ucx2rXsxd4DWwFFRERkSOdwMujWzVnC+PE38J//fMiOHfswDIVlWcfNme3d+yKWL1+Lw2EjEEAHlGjqFRkZGQwaNASAlF6P8O6/Z+ByRpV7y6sqSpvK7Rpn+cGo3Pw9NG3cmYGDu4dEaVMZ3brRVGH69BkcOlTE449PxG438Xicx8yZnTv3Lj74YC1Dh17OwYO5OqBEU6/w+XyMGnUtgYAfsSy2/riKhCbdyto2yiz7nQAQ6xivVjRq2JZLL7iR/Ye21HqlTWV0oT9LqMiZve+++fTufRGGYXDnnSP4+usFFBW9x+rVs7Hbbdx660xEhHHj+hIbG8WkSSm8/PLLpKaO16dlNXWeadN+T0L8ZZiGHZvNydZt/6Zp/PnlPfgAQHkfvgt2m4sO3v6kJD7CdYMWMuCKGYDiy00vsuSVxXXqr1zdujnLcDrtREWFkZNTWGZ2ZDOq+OBs3ryDxYsfJDNzHYFAIBhQctNNSSxd+okOKdHUWXw+H+3bdySl1yO8teI+YqJaEO6JZVf2BhrHdmJX9tcVRowoBRXOLpWVNi1aJrB8+Xu1psjr1o3mmISHR5CbW1htH5yKgJKICA/Llv1Fh5Ro6ix3331PlQ3YikCRLucOZ/febxAEwQoGihyptBGkVhX5k0EX+rOMceOuJyGhEX5/6Ql9cCoHlLz00gp69OjE+PF9efrp2aGehkZzUlQEiphmmZ+NadoJczc8ZqBIh9Z9SUl8NKi0adPiKvbs34TNNOpkkQdO3o++Jh7aj/7MkZWVJS6XQ6KiwiQx8ULxeJzidjvEMJRERYVJamr/4waUiGRKVtYL0qBBVKinodFUm8qBIoaySee2A8XbvKeYhkPsNnetDBSpLlTTj16v6M8yvF4vNpuDoqIS1qzZwoABv2jq166dc5SmXiptzAIkJMRz6FCObt9o6gQ+n49Jt02hXcvex9yAra5u3u6wM+OPM0I9nVPmpIJHNPWDm29OZcuWz1m58isyMv5LaWmAmTNfY9as16to6uWIgBKA7dv34HQ6ePrp2Tz55P+FeCYaza9zZKBIRFg84Z5YVq9Lo0nceezK/pqAFWBn9teIFSgLFPn+gyq6+docKFJd9Ir+LGTKlKn8979b+dvfJmIYqlxPf7Sm/siNWYA5c97BsixefPHFkM5Bo6kOL77w4lGBIkdtwErZwagjkToQKFJd9Ir+LKRCU3/99WPo06frCZ0tFy9+AK+3KatXb2ThwgzCw93s338w1NPQaE5ITs6hKoEifn8hErCCG7C7sjegDBvtWiYe5Uy5ZVtmrQ8UqS5aR38W4/P5SE5OYtu2H6s4WxYV+QkLc5GUdAkPPzweu90MFv1evS4kOtrDyy+vZOnSN+r8SkdTf0lLS2PihFvrZKBIddE6es0J8Xq9LFuWgcfjpmfP81GK8oASg0DA4t13V9Op03i6dr2VgwdzmTt3GqtWrcMwDAKBgM6W1dRa0tLSuGXibfU+UKS66EJ/llPhbvnZZ9/Rr9/FOBw2PB4XU6cOZcOGhRQVvc/atXOIiYnglltm8sADY1i69GOUUtoHR1Mrqay0qXCmFLH4bP1zxDc8FxGporQ5ls3Bp18tqHM2B79KdTSYNf3QOvrQc+ON4yQuLkqcTofY7aa43VX19SNHXimpqUkSExMhw4b1lKioMMnKekEiIsJCPXSNpgqTJ98uNtMpQ/s8LqbpkIiwxmIaDrGZTokMayKGsgf18oayiaFMMQ2HgBLTcEhkWJNaqZk/FmgdveZkmD59Brm5hcGAEtM8dkDJ3LnT+PDDtQwb1pOEhHjy8goYMWK4buFoag1HKm2qGyjiTejJ5RdNIL9of53WzB8LXeg1wC8Hqfx+P5YFpmlWad98+eVcoqMjmDDhCUSEBx8cG/TB2bHjW7p1u0iHlGhCjs/n4/ARShtLAlUORhmGDZvNybmtryYl8VGuG7SQgVc9jMPu4ZOv5uN0OOpPy6aC6iz7a/qhWze1gzvvnCotWzYWl8shTqejSvsmMtIjF1zglcjIMElP/18RyZR77x0tkZFhEh8fI59+OluioyMlKysr1NPQnKWkp6dLeFikmIZd7Da3dG47UDq07ieR4Y3FUHYxDIeYpvOYVgc20yk20yXNmlwgt0+ZGuqpVBt060ZzskyZMpWffz6A02nn8ss7lR+gKkMpRdeubfnyyzlVsmWHDr2cffsO06NHJ1JT+3H//feGbgKasxafz8foa8YSFd4aEdFKmyM4YaFXSqUppbKVUt9UutZFKfWZUmqdUmqNUuqS8utKKTVLKZWllPpaKXVRTQ5ec3r5rT44kyal8O677+oWjuaMM3PmU7RocjnZ+zeDOjWlTV0MFKkuJzwwpZS6AsgDFolI5/Jry4GZIpKhlBoA3CMiV5U/vx0YAHQHnhKR7icahD4wVXuYNu2OoA+OYRiUlgYQOXa2bOWAkiefnITfX4rL1Y+oqEidM6s5o4SHR9G3x//wxod/wFA2wjyxFBQeQCmFx9WAvIJ9iAQwDBsiFkcGioDF5i2b6ty/2dN2YEpEPgIOHHkZqIhAjwJ2lT8fTNkbgojIZ0C0UqpJ9YetCTW/xQenzPDMTmqq1tdrzhyZmZnk5+cQ5o4NOlTmF+6vltKmafwFmIaN8PCIOlfkT4ZT9bq5E3hfKfV3yt4sLiu/3hTYUem+n8qv7T7lEWrOKBU+OKNHj+Lqq7vywQfV88GBMsMzh8PObbel0LXrJBYufC7Es9HUdzIyMhg6ZERQZWMYNiLC4vGXFpBfcCDYrtmz7zvatLiyip/Nlm0rydr+MU2bnMfAwSdsPNRtqrNjC7QEvqn08SxgePnzUcCH5c/fBX5X6b4VQLfjfM2JwBpgTUJCQo3sSGtOnRUrVkhYmEtcLoc4HLajDlBVDiipCCmJjPTI+PH9paRkuRiGCvUUNPWcrKwsCfNEisMeJoYyjwoUOTJUpPLBKKcjQjp4+8kV3SZLZERMnVWLUcOqmxuA18ufvwZcUv58J9C80n3Nyq8d6w1mnoh0E5FucXFxpzgMTU2RmJjIrFlPIyK4XE6Sk7tjs5lERHi49dZBPPDAWBIKdpcjAAAgAElEQVQS4vH5dnL33c+SlHRfFX2902kP9RQ09ZyH/vRnWjS5nBJ/AaCOChSxrMBZvQFbheq8G3D0iv474Kry572BteXPk4EMyuJ1LwX+W52vr3X0tZeFCxeK2+2UsDCXOJ32o+wRjqevd7udoR66pp7jdoUFbQ7sNre0OOcSsdvc0rxxt3J7A7sYyi6mYT+m1UHr1m3q7Eq+Ak7Xil4p9TKwGmivlPpJKXUTMAF4Qim1HniUsjYMQDrwPZAFzAcmnY43I03oSE1N5d130wGCG7OVOZ6+vrS0lLS0tFAMWXOWUFiUT5g7FrHKHCp3ZW+oGiiCVbbk5OgNWEFYvvy9+r+SL0f70WuqRVpaGpMm3YrT6aBv366sXLmOm29OZsKEAcEN2nnzlrFgwTL8/lJKSkpxOBx89dX6s+aXSXPm8Pl8tG/XgZTER1n20UOUlhZjKAPDMIlv2JHde79BKXXcQBErUIolgVBP4zdTXXmlLvSaapOWlsbkybdhmr+ur+/d+yKWL1+LUtCiRStef/1NXew1p5Vx19/ISy+9TAdv32CgSH5BJd184T7ECmCYNpCqgSJxDdpyKPd7CgrzQj2N34wOHtGcdlJTUyktLVsFeTzOY+rr5869iw8+WMvQoZeTl1fItm0/cPHFXfVpWc1pIyMjg5defhnLKq1ic1BFNy9S1maUo20O9h3MYuTI4aGexhlFF3rNSVFxWlYpxbRpI/j66wUUFb3H6tWzcTrt3HrrzCrWCHl5hSxb9hdGjx5JZmZmqIevqeP4fD5GjbqWQMCPUgYiUm2bA0OZfLb+n9jsZr2zIT4RunWjOSmioyOIj49m1679dO7cEp9vNwcO5NCgQSRebxM2b/7FGuHAgcMsWbKS/PwM7r57DvPnL2PJktd0zqzmlElJGYLv2xI2/7ACwzA5p9F57Nyz/oQ2B05HGOGeRuQW7ObNN5fWm3+DunWjqRGGDh3GTz/txTQNWrVqgmGUyRoMQ9GjR1VrhLJsWQuA224bhMNhY9y463RIieaU8Pl8pKdn0L5VIiKBoNLmwg4jKSg6WKawUSqotKmMiHA4bycZGe/WmyJ/MuhCrzkppk+fgd8foKiomGXLPufGG/uxefPz7NjxCpMnD+bZZ98mOfmBYLZseLgbgISEeA4ezCU1tR9PPz07xLPQ1EWmTfs9gYCfMHcslbNg129+nSZxnTGUic10cG6rqxnc+38ZM3A+KYmP0MHbD8vyM3fuMyQmJoZ6GiFBt240J01YmDvYpy9b0QvFxX4iIjz07duNiAgPb7zxH3r1upAWLRrx5JOT8Pl2cvnlU/nkk1n06HEn2dn7Qj0NTR3C5/PRvn1HAFJ6PcK7/56ByxlV1aHyOEobEYt58+eQmpoa4lmcfnTrRlNjjBo1CsNQ2GzqV7NlV61aF3S2nDPnXcaM6U1CQjz79x8M6fg1dY+7776HQMCPWBZbf1xFQpNuwSzY+NgOFBYfPkpp47B7EMCyAvWyyJ8MutBrTprp02cQCFiUlpadNDwyWzYmJoJbbpnJCy/cj9fblNWrNwbtjLUPjuZkSUtL452338E0yyyIj/S0yd6/mXYtex3RrumPiKCAyMioUE8h9FTHJ6GmH9rrpu4xeHCKuFwOcbsdEhbmErfbIUopCQ93y8iRV8p33/1TsrJekN//fqTExERU8sG5VhwOW533GNGcGRYuXCg20yGAGMomDaNbH+1pU54FW5H/are5JTqyefk9XetUBuzJgs6M1dQkTzzxJG63mx49OiEiWJZgs5WpbN59dzWdOo2na9dbOXgwly++eCbog7NgwTKUUjqYRHNCfD4fk26bQruWvYOBIgdzdrB778aqnjYSoHKwCEDD6Fb06JLK7r3f1MsM2JNFF3rNKeH1elm8+GW+/vpH+vfvjsNhw+NxkZx8/JzZlJTp9OrVBafTwb/+9a8Qz0BT23noT38mELBo3yoRlCIiLJ5wT0MCAT/rNi3lnEbnVVHapCQ+ynWDFjLwqodx2MNYvW4hSQP6afsN0K0bzW8jKytLUlNvrBJQ4nTag88NQ0lcXLRMmzZCXn11hkRFhckNN/QVpZSkp6eHeviaWkp6erqY5S2b6wY9JwrzuIEiCkNMw1GlddM0vouEh0XW+xYhunWjORN4vV4WLnyO119/E5vNRv/+FxMe7mbatJFs2LCAoqL3Wb16Nna7rYo9gstlZ8SIYYwff4M+QKWpgs/nY/Q1YwkE/MGIQLvDjSWBYwaKdGyTREriI1ybPJehfR6jTYsrOZz/A6++tkSv5svROnrNaWP8+BtYtuwtcnIKESnr2RcV+YmJCadt26aV7BG+4pln3uL224eycuU6Nm3awcyZs856CZymjClTpvLRBz/wbdZyDMOkfaveQYfKvPz9wfuUojwI6RerA9OwA8LmLd+dFUVe6+g1Z5zp02eQm1uIy2Vn+PCeRER4UApsNrOKPcK8ee9SWhpgwoRkfvxxD++991duv32yDirRAPDPfz5Pm4QrgzYHlR0qTdNGk0adMAwTODpQpKz4W2dFkT8ZbKEegKb+4PV6gz71y5Z9zm23DWLChORgMMmzz77NggXpiAgRER4SEuLZt+8wPXp0YsqUIdx551SuvPJK/Ut6FuPz+cjPz6lic2Aoo9yhsgO7924ke/9m2rfqfUSgSCZZP64CFBERkaGeRq1DF3rNacXhsHHllRfw8cdf8/TTbzJr1usUF/sJD3fj9Z6DYSj69r2EZs3i2L59D7GxZYdZJk5MZu7cd3j66dk8+eT/hXgWmlDg8/kYODAl2Jc3TXvQ5sCyAhzO3YVlBRAJsOn7D9j0/XICVil2m4swTywgNInrzJARl4d6KrUO3brRnFZKSwN8+ulG0tLuYcKEgURGhqGUwu12ctVVXZg79y5WriyzRliwIJ0xY3oDZaZneXmFPP/8P0M7AU1IyMjI4LzzurB1y1ZEjrY5CAaKcOw9xQrdfPbB77Ru/hjoQq85rYSHR2BZFrfc8iSGofjkk1kUFr7HJ5/Mwum0M2nSUyxadB/Z2YdYsCA96IVTsbo/dChHq3DOMnw+H6NGjiZQWmZEBuoom4MKlY1h2LDZnJzb+kjdvIdPv5rPM8/M1q2/Y6BVN5rTyrRpd7Br19ekp39Gs2aN2L59D0VFfho2jGTMmERSUi7j/ffXkJaWwaJF95GU1B2A+++fT3b2QV5+eSW33nqrbt+cRUyZMpVXX04nvmFHvvO9HwwU2ZW9gcaxndiV/TVC2carWAFELAzDBlTKglUwd+4zZ51yS6tuNCFhypSpZGZ+zaOP3szOnXuxLMFuN8nLK2T27DcYPfov+P2lfPbZP4JFvswaIR3DMLAsi0WLFoV4FpozyaJFi8jJy6ZtiysQCRDuiWNX9obj2hyosqDioEMlCt5/P/2sK/InwwkLvVIqTSmVrZT65ojrtyulNimlNiqlHqt0/X6lVJZSarNSql9NDFpTe/F6vSxa9CIPPfQiffp0xW43cbkcJCd3JyYmgtTUJCZPHkxCQjw+386gNcL9918bDCo5ePCQDhM/S0hLSyM39zAlJXlBpU1+wT4dKHK6OdHRWeAK4CLgm0rXegEfAs7yjxuV/7cjsB5wAq0AH2Ce6HtoC4T6R1ZWlgwbNkScTofY7eZxrBGiJDW1v9x0U5LExETIsGFXSGpqf/F4nBITE1Xvj6+f7VQ4U5qGQ5yOCBna5/GgK6XN5hab6ZTIsCZiGPYymwPzF5sDW7lb5cKFC0M9jZDC6bJAEJGPgANHXL4N+KuIFJffk11+fTCwRESKReQHIAu45JTfhTR1Fq/Xy9Klb7Bx47e0bt06eF3K94ScTjv79+ewdOnHiPwSVFKRMzt+fF/tcFmPqexMKWIR7olj648fkdCkG7v3buCyLqm0aHrJMQNFTNNORFg8IpZu11STU+3RtwN6KqU+V0qtUkpdXH69KbCj0n0/lV/TnKV4vV6WLcugtLSsx+p2u6oElaxdOycYVFI5Z3bSpBReeWWJVuDUU2bOfKqKM+XBnB1s2ZZJ0/jzAfjkq/m4HJEMvOohxgycx+Def6WDty9ORzgXnjuc/ML9+mDUSXCqB6ZsQAPgUuBi4FWlVOtff0lVlFITgYkACQkJpzgMTV3A6/UyYMAAMjIyKC72M2vWG8GDVBU5s0OH/o6//GVxMGc2ISGegoJiLr64K4sXv0xSUlKop6E5jbz4wouUBorL+vIihHliKSg8wOp1aZzT6Hx27lnPph8+ZMu2lZQGinA6wmka34VmjS/k6y1vE9/wXH0w6iQ41RX9T8Dr5W2i/wIWEAvsBJpXuq9Z+bWjEJF5ItJNRLrFxcWd4jA0dYUnnngSoNo5s9u378HlstO/f1fGjbtOr+zrGTk5h4InYG12F/mF+zEMkwZRLdmZvR4RCyvgx7JKMZRJUXEu23d9AcClF9yoA0VOklMt9G9StiGLUqod4AD2AW8Do5VSTqVUK6At8N/TMVBN3cbr9aKUIEK1cmbnz1+G3W4nM/Mrxo/vy9NPzw71FDSnCZ/Ph2HYMAwbW39chbfZ5YR7GlaxHz7+wSgdKHJKnGi3FngZ2A34KVvJ30RZYX8R+Ab4EkisdP+DlKltNgNJ1dkR1qqbswO73Sbh4W5JTLxQPB6nuN0OMQwlUVFhkpraX7KyXhCRTPn009nBgBLTNCQr6wVp0CAq1MPXnAbS09MlMiJGDGVKdERZrusV3SaLwx6mA0VOAaqputEnYzVnDKfTgdNpw2Yz6dWrC6tWfc3NNyczYcKAoMPlvHnLWLBgGaWlAd5442HGjHmEHTtewensx4cffqj10nUYn8/HRRdeTJf2Y/jP2rmgFIYyMAwz6EyplKJJXGf27PuONi2uPMKhcgU79qzm1Vf1nk0F1T0Zqwu95owRHR1B375dycj4nGbNGrFt28/BUPGKgJI2bZqyZUtFQMk6AoEAkycP5rzzbsZms/HKK6/pX/I6SkWgSGmpny3bVuJxN6Cg8ABKKTyuBuQV7EMkgGHYELE4mwNFqou2QNDUOoYOHcby5WuC9ghQlhJUgWEYXHbZLwElzz2XweTJg5k/Px3LsnA6bYwde63emK2jVASK/LBzNZZVGnSmjI/tUKaXr+RMWREoAtDinG60bn4ZILrInyJ1stDfe++9DBs8hJjwSGxK4VQmNmWglCLc4ebG667XxaAWMn36DEQUf/zjP6vYI9x++1C2bHmenTtfZfLkwTz77NskJz/ACy/cX+5yuazcGiFXH6Sqo2RmZgYDRYqLc1HKCGbAZu/fTLuWvRjc+38ZO2gBKYmP0K5VHxx2D1ddcjsdvf3ZvmsN4eERoZ5G3aU6jfyafpzMZmx6erqEOVxiQ4kdJW5M6U4jCcMmv+cC+SuXSj+aiwNDBg0YqDdtahnp6enicjnk3HObV7FHqNiYjYz0yI039pMVK/4u99wzWmJjo2TkyCslNbW/xMfHSFbWCxIRERbqaWhOgvT0dHE6PGIadhna53FxOSPFbnNLRFhjMZRdDMMhZrmlQcWmq7f57+Tqy+6VTm0GiNMRIa2ad5fbp0wN9VRqHZwuC4TahM/n45qhIxhX0gYThR/hIhqxkYNM4jw6qYY0Uh6uUW25mwv5ID2DizpfoA2yahFJSUkMGJDM9u3ZKPWLE2FZr97E7w+waNHyoMvlM8/cwcqV6zAMkzFjepcHlBTov9jqCD6fj5EjRiOigoEirZr2INwTR0HhAUzTRlyMFygvSMrAsgL4dnzCR2uewZIA3c8fx/5DW7Ru/jdQpwr9n//4Jy4rbkgWh2lKOG2I4hN204umdFAxVe5to6K4iqacWxTGkAGDuGGsbufUFh577HEMw0REcLmcJCd3JzzczbRpI9mwYQFFRe+zevVs7HYbkyY9xf33X8sbb3xc5SCVbt/UDR76059p0eRySvwFVASKxDVoQ37hfoAqoSJ2m4sO3v6kJD7CdYMWMuCKGYDiy00vsuSVxbo//xuoU6qbcIeb//F34VHWUoKFiSKRZqxkJ7fR+ahiny0FPMqXXE5jtqjDHHBbLP7XK1q1UQvIyMhg1KgRBAKlGIYRDBU3TZPi4hIaNoxk0KAeKKV4/fX/sHjxAyQldee+++bx7LPvIAI5OXmhnobmBLicHgZc8TBvr3wQQ1UNFNm99xssKwBKBUNFjlTaKAWbNn+ri/xxqJeqm3x/EQ1xkYOfIgLcSieGqtbcRmee5Ru+k4NV7m+Aizz8XMk57JVCbitox4hBQ8jMzAzRDDQVJCUlsW7d1yQnD8SyyhYbFYuOI50tv/jiGZKSurN69UbmzHmHoUMvJy+vQP8cazk+n4/ikkLC3LGIZRHmjq0SKGJJAKFMRolYQaWNYZg0jb8ApWDMmNG6yJ8G6lSht2OwnyKcGLgwicMNQAcVw210Zhs5Ve4/QBHh2IMFv42K4opAY5J6X41NGRhK0SAiiqmTpui2Tgjwer289tpSTNMOgNvtIjm5Ox6Piz/8YTRr185hzpy7ALj33nkMHPgAIsK4cX1xueykpCSTlpYWyilojoPP52PgwJQqfjY5+T9XChTpFAwU6dC6LymJj3Jt8lyG9nmMNi2uInv/FiyxmPHHGaGeSr2gTrVunMqkD83wI/g4TAdiGK6O/27/qmRhISTSlEf5kv9TvyNbCvgLaxGEB+iKieJj2x4+dezTbZ0QMW3aHWzZ8jkrV351zDZOTEzEEQepvmLevGU4HDYKCoqZPftp7Utei8jIyGD48FGUFBeDUnRo3ZdAwM/O7PXkFxz7gFRF/qvd5iLME0te/h6SBvTn7bffCvV0ajX1snUTwGIlO2lDFD9TwL/ZSZYcPua9WXKYj9lFIk35iN1cSjxQ1s4poJSenMMqdtFIeRgeaMVtBe0YO+IavbIPAVOmTOW//93K3/42EcMo69eWPQDUUQep5s17l6FDL+fgwVymTBnCnXdO1T+3WoLP52PUyNEESssKtxUIsPmHFcQ1aENRcS6GYdIwujX5RfupfECqMmHuhrhcLmbOfPLMDr4eU6cKfURYBBbC82ziXKIpxWIm63hNssiWAkrFIlsKeEW28n+sZwKdyMHPR+UFH35p51zFOXzGnuDXbqOiuKQgmpGDh+micYapyJm9774FJzxIlZR0X7B9ExsbxcSJyRgG2t2yljBz5lO4nXG0a5mIadix212ICJ+tf474hh0QkSoqm45tkkhJfCTYtmnbshd79n3Hq68t0b3500idat1MnTSFz+ctZX0gmxic7KMIC8GGgQClWLgwuYg4LqMx33CAj9nNzXTkfNUQgH+Jj1IsRuDlVlaxQPUKfv1sKeAhvsDl8eg2TggYP/4Gli17i5ycQiwrgM1W9id9cbGf8HA3rVo14YcffmbJkulBH5y//W0ibnd/GjSIITt7X6incNYTHdWAoqJSBlwxg7dW3EdMVAvCPbHs3LO+rF1TuA+xAhimDbGq+tk47B4iwhqRPKgnzy96PtRTqRPUy9bNHb+fxlZnPsPxcpASyuIryv4AFAQDRSnCp/zMHDYSQJhO12CRz5LDwdV9xcq+Mg1wUUSA2wraae19CJg+fQa5uYXY7SYOhw273Qx+TilF165t+fLLOVV8cLZv30NsbBT79x/8la+sOVPk5ByipCSvLDmKsojA3Xs3cmGHkRQUlf2MlFFWdkQC2O0e2rXqxdA+j9H70rs4nLtLb8DWAHWq0Hu9Xhb/6xUyPD9znmqIgcKByQU0xEThwOACGuLBRk+akEhTGuAiWwp4TbKYxdfcTEcaKQ//Zlewb1/BAYqwY9BGRdGbpnz80lt0bNOOPr0SdcE/A3i9XkQsSksDWFZZcZ86dRhbtixi7943eOCBsTzzzC8+OF5vUxYsSCc5uTtOp10rcEJMRaCIwxFOfuE+TNNOuKchgYCfdZuWck6j8zCUiWnYObfV1Qzp8xgj+z3Fua36sOmHTD5c/bgOFKkpquOTUNOPkw0eycrKkhvGXi92DDFB7BhiQ4lR6bmJEgeGKJAI7NKX5vJXLpU0lSgP0FXCsAU/rngMIEFsKElTifJXLpVIHPIAXcWNKWEOl6Snp5/UODUnj8NhE5fLIWFhTgkLcx3lg3NkQElsbJTcfPMAcThs4vG4ZOHChaGewllJenq6hIdFiqFMaRjdWjq3HSTe5j3FZjp1oEgNQn30uqnA6/XyzxcX8Vb6u5iYdKYBJgpnpdV9xaM/CTxIV0ZQtkqovFHbSHmCXzNLDrOKXbjK89Ira+970YxOJZEMGTCQYYOH6NV9DRIeHkEgYFFaamGaZhVd/Zdfzq2iq09Jmc7991/L0qUfo5TSCpwQ4fP5GH3NWKLCW1PRrtmyLZOm8eeDMhCxTrgB+/O+b/UGbA1SpzZjj8UNY6/njZdeoZDS4MashWCV9+wVZaZZpVjYMVDApcSTRAsa4OIARaxiFx+zm3OJoQFORqu2QfuECu39o3zJZTRmMwfZST7KNBk9+hr+56E/6X+cp5Fp0+4gI+MNfvxxD0pRLXuEXr26sGLFl6xdO4euXW9l+PCRLFz4XKinctZQESiy6fsVWBLA42oQ9JpvEteZn/duxOOOJa9wL1bAz9EbsPHkFeymqLgg1FOpc9TLzdhjMePhP6FcDuwYtCO6yucqMi0ECW7aBhD+w8/M4L/cwr95hLUEEK6nPZs4GJRhHqm9z8PPVZzDfoq5mwuxBYTvF6/gwk7na3fM08iUKVPJzs7B6bTTo0enoC1CxX+PtEeYO3caH364lmHDepY7WxayZMnL+mdyBqkIFPGXFmIFAsEi3yCqJTuz11MaKCEnbydiBbCOsQGbk7eLa64ZGepp1GvqfKH3er0sef01TKeDH8nj/PLWjQ0DW/nmbOW2jhOTfjTnYS5hLlfxYPnp2BfYHNyorazOgWNbKfTkHNzYuL24g27pnEa8Xi+LF7+MiGLNmi0MGNAdh8OGx+Ni6tShbNiwkKKi91m7dg4xMRFMmPAEIsKDD44NKnCKikoYN+46/fM4A/h8vmCgSIVuviJQpKJdYxg2TNPBua2vZuhRG7BPELBKtdKmpqlOI7+mHye7GXsssrKyZNx110uY3RXcmC0LJzn2Rq29fKPWjSm/o7H8he7yVy6VJBIkHLvcyQWVNmlbBDdzI3FU2axNU4nSnwRpRYQ4MASQMLtLbhh7nd5Y+g1kZWVJ586dxONxitNpP2ZAyQUXeCUyMkzS0/9XRDLlvvuuldTU/uLxOOWuu0ZKt24X6Z9BDXP9dTcEA0XsNrc0jG4tkeFVA0WOtwEbHdlcbKZDBg1KCfU06izU583YY+H1enn+hUXklRTiF4stWVkMShmMOsa9Un702kRRgsXnZPM/fB5s4xxPe19ZklmxugeqtHTCsDHJfy4/L16l2zq/Aa/Xy5tvvoVhlJ2S7dnz/Cr5spV19RXOlgsWpGMYBoGAxaRJKWzZsplLL71E/wxqiIyMDF56+eVgoEhCk24cyvmJwqLDVQJFjoe2OjhznLDQK6XSlFLZSqlvjvG53yulRCkVW/6xUkrNUkplKaW+VkpdVBODrg5er5fX33qDN9PfxeV04cR2VBvnZLT3OfiD3jlAlQNXR7Z01rOfa1Rbbi/uoG2RfwNer5ennppNUVFJsI1zPGfLygqc8HB3sF//9tsPcf31Y3Qb5zTj8/kYNepaAgE/FYEiTePPRylFwPJjWYFfVdq0aXElh/N/0EqbM8QJVTdKqSuAPGCRiHSudL05sAA4F+gqIvuUUgOA24EBQHfgKRHpfqJB/BbVTXXw+Xw8/KeHWPrKaxT7i7EQTAykXJ1T8Vyg/HStRRh2LiWeC4nla/bzMbuZSKfgSr/CGfN4Cp3/U78DyuScH5t7+Nc7b2pLhVMkLS2NyZNvwzSro8C5kBYtGjF58mDOP/9m8vMz+P3vn2XbNj9Ll74R6qnUG1JShuD7toTNP6zAMCoFisR1Yteer4Ob50pVbKRXDRSx2Uw2frtBF/nfyGlT3YjIR8CBY3xqJnAPVf82G0zZG4KIyGdAtFKqSTXHXGMc2db5YMUKbKYtaKFQgZSbKdgwKCbACn7iH2wgHz8z6FalnVN5dX+8lg5AL5piBEQ7Y/4GUlNTGTAgGREJZswqdWwFzqpV65g8eTDz56cTCFgATJqUwnvvZej//6cJn89HenoG7VslIhI4IlBkI6ZpKwsUKf/lqggUUYaBzXTSrHEXJk6coIv8GeSUevRKqcHAThFZf8SnmgI7Kn38U/m1Y32NiUqpNUqpNXv37j2VYZwyiYmJLH3nTZxOF45KLZ3KSh0DcGFyFU0ZSMtgO+fIA1dHFv0jPXQqbJEvLoimc9tzufE67Z9zKjz22OP4/YFgzuzttx+twLnllpm88ML9ZGcfYsGCZYSHlwXTJCTEU1Tk1w6Xp4mZM58iEPAH/WyqBIrEdkRh0NHbn8HlYSIpiY/SqU0SpmGny7lD2Z+zWQd9n2mqs2MLtAS+KX/uAT4Hoso/3gbElj9/F/hdpdetALqd6OufDtXNqVCh1PGYjl9V6lQodJyY0o24oEKnH83Fg62KQqc/CdKX5sGPK9Q5f+VSCccu/WguEU6PtlM4BTwel7hcDnG7HeX2CL8ocG68sZ+sWPF3ueee0RIbGyUjR14p06aNEJFMycp6QeLioiUurmGop1AviIqMEdN0BJU2keGNxTQcYihTPK4GZYobZYppOAQQ03SIN+EK8SZcIWGeSP1v/zRCDapuvEArYL1SahvQDPhSKdUY2An8f3vnHR5Vmf79z3POmZoJJQmEGsChCFhoNhCBiECkoyggssoqqCDKb11dFdvqtndfddUVUSEqylrWikB0laa/VSwoRZQy8+q6IhAEpKUwM+d+/5jCpBIQSHs+1zUXJydD5jkPMzcn3+d+vt/WSc9tFTtXI4lLOgfDxby79H2cRnzvbEniG65shLXs4i4+4T4+P+pt+tEAACAASURBVKKkA4dlnTTcHCSUWKTV7phHz2WXXYZlmYmNVLYtWJZJKBRh/vx/MW7cA4RCYWbPvonly6MSDsDcuUuYMCFbO1weJ/bt+xmxD3faFBTuiW6QatSWgqLdiERiBSYqnUUih/juh1Wc0aMJa9d9odeqqoGjLvQisl5EmopIWxFpS1Se6SEi24GFwKRY9825wF4R2XZ8h3xiyM7O5vVFb5HiTaGb2bRMd078+LCk06JSSQdKFv64MyZEQ06yY+6YZ3Tqol0Xq8isWXdjGCZffrmFwYPPwufzMHPmWNavn0tR0bt8/PFjOBwWN9zwCPPn/w6/v2Wi7XLEiN64XI4jv4imUnJzczEMC8tyJTpt4n42e/f/SNsW5+BweDitw1Asy0VWi7MwTSciEV5/41Wty1cXR7rlB14EtgEhokX916W+/x2HpRsFPA4EgfVUQbaRapRuyiMQCMiMadMl1e0VA8RZzoar0pKOA0NakyK/pZs8Rf9yZZ1kZ8zS7phODO26WEWWLFkiPp9XTj21tbhcTnE6LfF4XDEJJ0UmTx4i33zzrAQCzydknCVL/iS33HKZOJ1WdQ+/VjNv3jyxTGfCobJNi7PFYXmkdfNe4rS80ig1SyzLIyq2cVApUyzTLc2bnC6moef+REAVpZtq3xUrNazQJ1O5HXLFWr4HS86nWRlbZB+ORKF/iv5ixAp/DlmJXbWNfQ3kxuun6R2dlbB06VLxeFzidh8u9C6Xo0TRb9KkkcyceakEAs/LRx89Jo0bp4rL5ZClS5dW9/BrJYFAQJxOt3Tx54ihLDEMhzgdKdIqs7sYhlOcDq8YhiWGYcWKvCGm4ZAzOo4Ul8MnDRs0ru5LqJNUtdDXmZ2xJ4JkO2SX5eL0mB1yRT46TgxyyOIeejGJUwESm646k0ZvmiV+dnJ3Tj9aYGIwkFbcdqALgTmL6Hn6mXpHZwVkZ2czaNBgDEPhdrsYOjTqh+PxuJgxYzSbN88vkTM7dOgdDBjQDcMwGDVqhJ7XoyQYDHLRRYOxI0Kndtkow0gEimzbuQGwEdsmq1lPDMPCYbnp0/1aWjfrwbrNC2ncqBWTJl1Z3ZdRr6n1NsUni2XLlnHxhYOwsYkgmLEu/PI2XZkoQtj4cHAezfDTkOfZxCx6JvT75A1XYbG5jhX4cCY2WgVkL4+5vuHLDeu0rlkOwWCQs87qSffup7Bq1ddEIja2bZfImU1N9XLJJX0ZMuRsrrnm/1JUdIgGDVKIROCzz1brea0CeXl5XDZ2HIWFhUTsEBOHP8OCt6/BNC2UMkhr2Jade7Zg2+ESf8/lTOWU1r1xmG42ffcvvTnqBFFvbIpPFtnZ2cye9xTyC50xoWx3TvzuPnmjVXvVkPOK0+nUvgMpTrfuvy9F3OVy7dpvGTz4rCM6XNq2kJrqZc+e/Vx99SDGjBmp5/MIJAeKROwwpuHgYOFPOJweQBEPFGmV2R3TiP522qndQCYOz+XiC+4GFN9t+4A33nxNF/lqRt/RHyW5ublcf81URCJUdEcft1GwMGhNCpfgpwON2E0Ry9laxk7hVQmyj2LWsTtxRw+QLwXcx2fcw1ksZyvL2crgiy/m4Uf/pj84MYLBIKed1gURsO1IiTt6n89Du3bN+fbb7Qwe3IvUVA+LF3/Cv//9KN26TcEwDB5++FEmT55c3ZdRI5k+fQYfvv8d3wTfx5YIhjLp1O5CIpEQBUV72LZzAymedPYe2I5tH4JE6gNYlhsFfLPxK/1ePYHoO/oTxOTJk/l6y0aGVcEZM4LNDxzkb6xjKisq7L3/gB8xUGXCytNwU0SEpsrL5aoDt9Cd95bk0eM0rd/H8fv92LaNaarEnX2cuMPl3Lm/YfnyNRiGyYQJF5KVlUlBQRHvvPNnbrxxmm5vrYAXnn8Bf+sLCIULEdsmxZPBpm+X0iStPdt/+oZzz7yKVF9TbDtqbOZ2NSCrRS8clhuxbcaPv0wX+RqCLvTHQFWdMS0MTFTCHXNAqd77+ELtUNqwmp0lNlpBVNKxkv6J2quG9Kclpxal6A1XSfh8qYRCEZYtW8PUqcNLSDdNmzbmhhse4fbbx/PGGx8ybdpIvv9+RyLBSufMlk8wGGTvvp8TgSKW5UpYHaxa+wxN0zrxydrnKC4+wPk9pjBx+Dxy+s4i1dsUEVAGOkykBqEL/S8gJyeHNRvWM3bieL429xJBKCbCWnYRQQhjE8JmLbsoJsK7/Je7kiIM93OI7mTwNt+VCSsHWMmPWKV+b+hPCzbyMxfGNlx1ad8RpRQ+p6fe6viTJl1Ju3bNsG2bxx9/k549r8PjGUKfPjPIz9/DyJG9eeCBBTz//O34/S15+unFOJ1RTXnKlKEYBtoHJ4m8vDy6deuJaVgcLPwJw7BITcnE502P7UiOsHf/VkKRYnbu3sLHa59hwdu/ZskH97H9p40YpmLhwjf13XwNQhf6X0iyjcLGwBYmTrwSp3V4B2ZZd0ywMDhAiE/JZx+HSkg5cQKylxVspSdNS5yPu2P2Swo78eGo12En06fP4Pvv83G5HJxzTmdCoTBOp8XOnT8nnC0/+2x2IqBkzpy3GTOmL0DCt/6FF16o5quoGQSDQcZeOo4ep04sN1DEMEwyMzpTWLwX4ut7ElXmRYS9B7aSl7dI2xzUMHShP44k7JBDRSxcshivy4NViY3CGaQTIKrR50sBYbETks4jrEWAYbQp8Rrl5ddeUCrsZPwlY+vVnb3f78eynFUKKBk27A5EohmzQCJnVvvgRLnv3vtp07wPO3cHqChQJH/XJjq2HcDIC//EhGFPMyL7D3T2DyZih3jyydlkZ2dX92VoSqG7bk4g8cCTlxf8g4jYlQaexHvvU3DQFDfbKSzRmRMn3n+fTcsKw05eki3s7NqYf771er359XnmzJvYvPkTli//EsMoG1DSuHEq7du3ZPPm/7JgwZ3k5ETzcG6//Wny8/fw4ovLKSgoquarqH68Hh9Dzr+XvA/vJxQuolVmt5KBIrHnqdhRxA5jmU4EoV+/vixd+n71Db4eortuagDxO/wNWzbhdXvpSKNyO3XgcHrLISJk4KlQzon333/AtgrDTrJpycYNGzjrjO71RsaZPn0Gn366hb/8ZQqGoVBKJUJKAAzDoHfvrnz22ROJIl8yZzZSb+aqMgqLCkjxZFBcvB87EikbKCKRRHZvxA7jsNxkZnTG43bz1FNPVu/gNRWiC/1JwO/389Lr/2SHN8KZ5ThjxnNrnbF/jvXsYmUpOSfZHXMfoURgOZQfdlJEhOsLOtab7hy/38/8+S9w330vMHBgTxyOaKj40KHn0LhxKpMn5zBt2kiysjIJBreWyZlVSjFp0sQ6P0+VEQwGEwuwLlcqDocbEWHtpjdo2fT0RKDIiAEls193/PSNzn6t4Wjp5iQSDAZ59OG/8cy8XA4WFWBhYJeScWwEA4WK3fuHsXFh0pMm9KYZX7GbD9nGNXQpseEqjM041QGIbrS6m0+Zo/rzTwmwWe1lt8dmwasv1/lFsmAwyK233sLixUsSG6hs2z5Czmw33nnnU6ZPH0Mo1JSHHvpbdV/GSScvL49xl1/BwYMH6ewfRCQSYueeACmedLbt3EADXzP2HdhOOFKMUgaRSAjTdJDiTmfUmIt4bv5z1X0J9RIt3dRA/H4/j/z9MfYVHmRzIMB1024g1ZeaKOpx4l9JrOhHED5iO3PYQARhFj3LbLgqHXZix8SgfrRgpxRyfUHHerFI6/f7ee21N9iw4WtGjhyZOB+/oSkvZ/b991cTDkeYMuXietl9E7c66NZpArYdTmyK2ndgO9t2buDcM6+iSVp7DMNCxMZheejsH0Sf7tdysGiX7pevBehCX03Ei/7u/XsJi81bsc1XpX104rKOF4u+NCeblmU2XJXno+MmukM0uTvnnMI0Tm3fAUMp0lIbMuOG6XW28Pv9fv75z9cIhaJmWx5PxT44IlEfnKysTH76aTczZ95UZ+elPB5++JFEp41SBiLCqrXPkJneGduO8PGaXAxlkdN3FlcMm0tO31mA4t9fPo3L6dSSTW2gKl7GJ/pRU/3oTzbxDNvyvO4tlJix8/Gwk1NILTfspCdNErm18YCT+LETQ/4Qy7wdarWTxt7UOp3h2bChT3Jyzhafzy0+X8mc2e7d20vjxr5Evmwg8Lx4PC6ZMmWYZGSk1el5SSYlpYGMHvhXcbsaiGk6pU2Ls8UyXdIgpbkYhkMUhpimU0zDIaDEMl1imW5p1fxMuXH6jOoefr0G7Udf+4h36YyfcAUKcGCU6NSpio/OrziVjexJSDmlu3NC2KzkR5oqL5dE2nF9QUcuHT6KZcuWVcMVn3hGjx7DRx9tIDf3Vq69dhgNGqSglMLjcdG/fzeefPJ/EvmyTz+9hEjEJiXFzcKF93HllRPq/J19MBjk4MF9ZTptunceS0Hxz1imA2VEy4Rth3E5fXRo25/e3X/NvgPfc9PNM6r5CjRVQRf6Gsjdv78X0+EghM1/2M8Z5fjouDC5kFbcH7NEvodepODgOTYm7BRK6/fx7pxV7Ei8VnvVkAsizci58CLclrPO2SjMmnU3IoqpUx/CMBT//vejFBa+w7///SgulyORL5uf/zNz5y7G53Pzj38s5bzzuvKrX13ErbfeUt2XcEK57977E/bDFXXadD5lMCMG/IErhs9L2A9/9OVcXnp5gZZtagm666aGkpeXx6WjRhM+dAgVW5Atb8MVRDtznJicThqjOAULxUp+LLc75xARlrGVuWpA4rXypYAHWI0g9KAJa1x7efmNV+tMh05eXh5jxoyibdtmfP/9DoqKQqSnN2DChGxGjOjNu+9+Tm5uHgMGdKNFi3T+/vc3CYffJxjcyumnX8P69RvqZEHLy8tj+PBRiB2hS/sc3WlTC9FdN7WcnJwc1n29gaEjRlLxf8WHpZxwzDztLj7hD6yusDunOxkleu4hKukUEKYvLfBgcWNxZ0ZdPAxVRxZtc3JyiETshGulw2Fy8GAhjz32JuPGPUAoFGb27JtYvnwNI0b0JiOjIRD1wSkuDnH77bdV8xUcf4LBIJddNp5IJGoxvOW7FbrTpg6jC30NpjI75GPtzlnP7jK+93FJpz8tWMUO2quGZNMqkWG7+YmFnNGpS632bfd63bRq1QTbFmbOvJR16+ZSVPQOH3/8WAkJJy/vMyZMuBCI+uCkpzdg0aJFdW7X7NQp15OV2RvTcGCaDpo16cLHa3LJzKis08bgozXzMA1VJ3/DqcvoQl8LSLZD/sbal7BAjt/FJ9sjx+2Q706yQ47f3XuxSkQYxokv2CZbKfSnBZ+Snwg9uTlyOtf/+tpaW+xHjx7DDz/sBOA//9lBnz4zElbGxcUhVq36O40a+XjmmTymTYv238+du4QJE7IpLj7EFVeMr9W/1SSTm5vLihUr6NQuG5EIKZ6MElYHhmEQjhxi47fvsXDZHbzw9q9ZtOJu9h3YBiKMG3d5dV+C5ig5YqFXSuUqpfKVUl8lnfurUmqjUmqdUuoNpVSjpO/drpQKKKU2KaUGn6iB1zeq6owZv7u/kFb8iXN5kD5k05LlbE1YKCT73icv2CZbKZT2z2mvGnIhrbj+19fidbhq3aLtrFl3EwpFKCoqZvHiT7jqqsFs2vQc//3vy0ybNpInnljI0KF3JDzr4z44I0b0xuVycPXVg/jjHx+o7sv4xQSDQW64fjoRO0yKJwNQiUCRtZtep3lG13KtDjq2HcDO3VtwOB1atqmNHKn/ErgA6AF8lXRuEGDFjv8C/CV23AVYC7iAdkAQMI/0GrqP/uiJ99x7TWeZfvv4cbzn3oUhLgzpR3P5M+cm+u5zyBIfDrmZMyVXZcsQssrtv48//sy54sGS82kmg2ktPqenVvWajxw5QpxOh7hcTvF4XOLxOEUpJT6fR8aO7SfffPOsBALPy623jpOMjIayZMmf5JZbLpOGDVMkEHheUlNTqvsSfjHTpt0olukS03TK6IF/FYflkQa+ZmIazhK984YyxTSdolDicvokvdEp4qxl/971AY5XH72IfADsLnXuXyISjn25CmgVOx4JvCQixSLyLRAAzj7m/4U0FVI68GTkiFFlnDEFQQE2EEH4X7aXK+mcodJLOGNC1EahvAzbYsKsYzeXqw7MONSFy0ZdUmvu7B988CHcbheWpTAMBSicTotDh0IsWrSKrl2v5rzzbiQUCieknKeeWsSYMX1jASUFteZaK+KF518gHClG7MOhIgWFe44YKPLz/h90oEgt5nho9JOB+EpVS+C/Sd/7IXauDEqpKUqpz5VSn+/cufM4DKP+El+0fWLe01BOv338OP4YQhZ30pNLiS6oJTtjxvvvy9Py49JOXNJprxrS51AG999z38m+5GPC7/fz0kuvYJoOTNNk6NBzcDotPB4XM2aMZvPm+Wzd+kpCysnJ+V0ipOT773fgdjtqvXyzb9/PiQzYeKgIykDErjRQxOV06kCR2kxVbvuBtiRJN0nn7wTe4HA//t+BiUnfnwdceqSfr6Wb48e8efPEbTjEVY6FggFixWwUkmWdXjSRB2K2CHEbhbick/y4mDZyPs1KSDp/5lxxYAggKQ63/OqKiRIIBKp7GiolEAjIaad1Fa/XJS6XQxwOMyHlxO0RzjzTLw0apMiSJX8SkWVy223jpEGDFElJ8dT466uIefPmiWk4xGF5JL3RKdKmxdnisDzSunkvcVpeaZSaJZbl0VYHtQhOtAWCUuoqYBhwRewFAbYCrZOe1ip2TnOSmDx5Ml9t/oapVXDGjMs68f77u/mU7RRUGHryAT9ioEpIOmm4CWPzNP25K9StVuTW+v1+3nzzLWxbcLud9O17BkkZJSil6NmzA198MadEzuzo0X0oLCzirLN61ujrK4/c3FymTrkeEZsUTwY/7/uBbTs3JDptULDv4I+IRLTVQR3kmAq9UmoIcCswQkQKkr61EBinlHIppdoBHYBPf/kwNUdDec6YTqezTO/90WTYPso6htKG1ewsIenspggLA1MZiVbM6Iarmh144vf7CYcjR5UzO2nSIFwuB4sXP1CrfHCWLVvG1Kk30LHthcS7bADCkWLWbHyNFk1Oq9Dq4IuNL2irgzrAES0QlFIvAv2BDGAHcA9wO9HOml2xp60Sketiz7+TqG4fBm4WkSPe+mgLhBNPMBjkumunsHL5cqKJn+VbKsQzbI3YblsfDs4kHYViNTvL5Ni+IgGW8QNzVP8Sr/eKBNhSwwNPGjVKpXfvLqxYsaZKObPLln3J7NlvcfBgHr/97RwikeY1PqQkLy+P0aPHEgmHGT7gARYuvxOvO42Cwt1ReTUWuSh2BBCUMonYIUzDgVKwcdPXusjXYI6bBYKIjBeR5iLiEJFWIjJPRNqLSGsR6RZ7XJf0/D+IiF9EOlWlyGtODn6/n/eWLeWbwBY6duhAtOekfOKyjoXBAUJ8zk4EKSPpBGQvK9hKBLvMz+hfCwJP4s6WpXNmozKOKpEzG+/ACYcjAFx33fAaH1ISDxQRO3r3nuLJwI5EKCjcjWGYNG/aFUMZIDZKKWyxMQyTlplnohRMmDBOF/k6gt4ZW8/w+/28lbcYV8xS4XTSynTnWBiYqESOrQJScQKUyLB9mLUIgqeUdw6UDTzp0r5TjdtkFXe2vOeeZ0vkzN5442g2b36uTAeObUcDSiDqg7Nr1+4adT2liQeKHAoVJBwqHU5P1CTPDpG/axOd2l3IiOw/JmXA9id/12ZssfXGqDqEdq+sp+Tl5TFuzFh8RZBPATZSIsM2nltbnlOmG5MM3OykiK6kkY47kVcbJ18K+CNf8Dd1fiLD9hwya5wz5mFny0y+/XZHImcWhOLiED6fh3btmvPtt9sZOLAnbdo05aGHbkg4W7rdbhYseLHGXE8yPl9DBp13FwuX34mhTDq1u5BIJERB0R5+2LEWEUEpBWITscM4LDcp3gwOHNxBzsVDWLjwreq+BM0R0O6VmkrJycnhi6/Wcum0qxPdOcn/5ZeWdUr37rQhlavpXCLkJJnkDVfxwJNkZ8wxI0fViLvhnJwcLr54KN9/n49SJEk3UeIdOHPn/oaVK9ckfHDmzHmbSMRmyJCeTJo0sUZcSzLLli1LBIqIHe20iWfBbv/pG/p0v4Z2rc7BUGaJv5fiScftdvPwww9V08g1JwJd6Osxpbtz5sQ2XJXXnVM65MSLg2eTQk6SKb3hKjnwJO6MuWbhMrq074hSihSnu1plnf/zf/5KKBRdiHW7Xdx4Y9ls2alTHy7hgzNvXh4+n5tly77k6qsH8fjjj1XL2MsjLy+Pi3OGJ+Qay+FO+NmsWvsszTI688na53A7GzCs/31Jsk0/dvz0Da/88yWtzdcxtHSjKUFubi7XXzMVkQilu3MgHnJixBZsFdm0oh8tSMPNbopYzlY+ZFuJ7pzSgSdxWWc6p/MIa7mB01jHLj5y7ao2WcfhsLAsE6XAMAxs26aoKERKipucnLP5/e+vxuEweeKJheTmvsOAAd1p3TqDv//9TTZteo6zz57Orl0/n/RxlyYYDHLmGT0IhSKEw0WJQJGt+Ws5WLAbpRQNU1ux/2CpQBHDQYpHB4rUNrR0ozkmJk+ezNdbNjJsxMhKvXNsIITNUn7grph/Tjy3Nrk7p7zAk+SF2r60YC27Ev331ZVf26BBA9xuJ+ed1xURwbYFyzKIRGwWLfqYrl2vpmfP69izZz9PPjmTlSsPh5RkZWXy88/7aoR8c9+99ycWYJMDRYqK9yf8bPYd2EYkcgjbjmAoE39WX/r00IEidRld6DVlKBt4Ur53TnJ3jheLAbRgGG2PGHiSbIccDzuBqHdO30gmORdeRKrHe1KTrSZNupJBg3rx+eebGDLkbJxOC6/XzYwZFcs48ZCSaHKVs0b44Lz8yit0apcd8/MpGSgiIgk/mxHZf2Ti8HkM6/97nI4UHShS16mKT8KJfmivm5pLIBCQ0SNGibMC7xxHzDvHQomJEmfMQycVhwyitfyZc+UOekoKlvyZc8vYIT9FfzFQJbxzfDgkBUv6m62ksTf1pFjjBgIBychIk0cfnS6pqR5xuZzicJji9R72wGnYMEUmTx4igcDz8tFHj0l6egMJBJ6X224bLy6XQ7xeV7Xa+M6bN08AmTj8GTGUJY1SW4vD8shZp00Uy/KI0+EVFbMfjvvZOCyPtMzsJpbpkklXTqq2sWuODarodaM1ek2VyMvL47LRlxApDtGVxqxnF0I0r7YraaxnFwaK/rSsVLMPyF4eYS130YumyluiDROiffrXsZIhZBHGphdNecK7mc/WfXnC7zbz8vKYNGki/fufwbvvfkIkYuNwWFx33XCuvXYoWVmZfP/9DmbPXsgzz7zDggV30KiRj+HD7wRgz579pKU1ZtWqT0/6nXEwGKRrl9MJh8OMyP4jiz+4j3C4GEMZUckmvQv5uzbSvk0/OrbtT4onnYOFu9j83XK2/GclpqVYv36NvqOvZVRVo9eFXlNlgsEgv7/3Pl57+Z8Uh4qP2G/vxOR00hjFKViochdqX5EANpLow48X/jvokfgP4CXZwgdqG5dPGMdd9917QotRMBjk8ccfY/bsJ6IatmHGvOuFoqIQqakexozpy5VXXsS7735Obm4eAwZ0IzXVw0svLWfatNGEw5kn3Rph+vQZPDnnKQSh8ymDyizAet1pHCj8KboL1jCxIyGczhR83qbsL9jGm2++ViP3AmgqRy/Gao47iTjDQ4WExCYiwrtL348V+/KcMSXhjFnRQm1p3/t4/31ylGE2LbFEnRRnTL/fz0MP/Y3x48fhcjnp06crSoFtCw6HSSgUYf78fzFu3AOEQmFmz76J5cujXjmRiM3UqUN57rlnT9j4KiIeKGJHIol++eQFWB0oUr/RhV7zi8jOzmb2vKcQFM5yFm3jzpj9Sy3Ulg47gZKFv3R+7UFCJ9UZc9asuzEMky+/3MLgwWfh83mYOXMs69fPpajoXT7++DEcDosbbniE228fz2uvfYjP5yErK5M9e/ad9M6heKCIw+FGRFi19hky00suwOpAkfqLlm40x4Xc3FymXXsdYkeIVOCMCVFJx8KgGR7G0YEONCpXy39VgoSxGac6JCwU4g6Zr0iATexhKwdxul1cffVkbvrNzOMu6ZS2RxCxE86W6ekNGD78PJRSvP76/zJgQHfatGnKtGkjOf30azAMxaOPPs7kyZOP65jKIzc3lynXXodhWDTwNcfnzWDrjrUJuUbsCIZpgQgRO4xlOgFFs6adGH1JPx597JETPkbNiUFLN5qTSjzwZNwVV8RU+7LEJR0QtlPI31gX67//rISsE++9j0s6H/AjdpJBQ39asItibqE7UhRi/VNvcdYZ3Y+7pJOTk0MkEknYIwAoBS6Xg1279vHaax8iIom++mnTRvL000uwbRuPx8WNN04jNzf3uI6pNBUFinTvPJaC4p+xTAfKiH7MdaBI/UUXes1xw+/38+wL83lrySIaeFMrdMaM2ys4Mcghi3s4i0mcClCi9z6eX7uSH3FjJV4necNVP1rijCiuL+h4QiSd1NQGVbZHyM//mblzF+PzedizZz/Tp4/i5ptnnDCJKRgMcsP1048pUOSjL+fqQJH6RFV6ME/0Q/fR1z0CgYB073qGODHEgBJ9+Fap3vt4fq0HU86nWSK/Nocs8eGQXjRN9N3He+3jubXJxzlkiV81PK699zffPEM6dmwlbrdTPB6npKS4S2TLXnXVYFm69P/KrbeOk4yMhjJ2bD+ZPHmIZGY2lkDgeWnYMEVmzrzpuIylNNOm3SiW6ZLRA/8qpumU1JRmYhiWGMohhuEU03SJoSwxlCmm4RRQYhpOaZDSXPfM1xE40ZmxGk1l+P1+/vnW66R4UxhHhxJyTrKsIzFJxkRxCJtPyecuPuEPrCaCcCWdyjhklnbGjHfn9EsKOxl18TC8DtcvNkubPn0G33+f93wzAQAAD1NJREFUj8vlKGWPUFkHjsmECReSlZXJgQOFJyygZP78+WUDRZR52IGzVKCItjqov+hCrzlh+P1+Frz6Mnne7ZxpNsGowBnzTNJxYTKY1vw+5pB5Jz0xUTzPpoSMAxU7Y0JJSWcgregZTmP7gpV063L6Mev3fr8fy3KWyJY9UgfOG298yLRpI/n++x1kZDRk1649x2dCk8jLy2P//r0lAkVsiWBLNAHLUCannjKolNWBl39/+TQup1NLNvUM3XWjOeEEg0EeffhvPP/cfPYd2Be7uy+bW5ucVWth0JoULsFfYWcOUKY7JznsJH4ckL086vyaNV+vP6YCN3PmTWze/AnLl39ZbrZs6Q6cBQvuICfnHG6//Wny8/fw4ovLee21N45br3rcobKoqAjDOBwosjV/LQcO7iK+chxPGIh32gjQtHEHLh2XrTtt6gi660ZTYyjpex/dZGWZVpnc2mQZJ4LNDxxM6syp2BnzcHfOtnIlnfaqIb0PZdC1w7HFGU6fPoNPP91SIls2TukOnM8+m01Ozjl8/PEG5s5dEttIFTmu4SRxh8p4p03yBinTtGjepAumEV28jidHtWl5Dn26X8Pu/f9Pd9rUQ3Sh15x0srOzee3tN3G53DixfrEzZrw754MKJB2I7q41BLYvWEmX9h2xlIGhFGmpDY/okun3+5k//wV+//t/JLJlPR4XQ4eeg9fr5re/Hcfq1XOYM+d/ALjttqcYMWJWYiOVYRhMnjz4uISTBINBXnrpJTq1ywalkgJFym6QKi3bfPTl08ye/ZiWbeohWrrRVBvleeckb7JK9tFJlnXcmPSkCUNog4ViJT/yIdu4hi7lSjoQNUubygrmqeyEsdodsXWAD60dfOT8iQWvvlypvBIMBhk37jI2bvya4uIQlmVh23alMs6AAd1YvHgVGzbkct55N5Of/9Mxz1deXh6XjR3HgYP7mDj8Gf6x6FpSvBkUFJb0sylvg5SIzVNPzzkpG7g0J4/jJt0opXKVUvlKqa+SzqUppd5TSm2J/dk4dl4ppR5VSgWUUuuUUj1+2WVo6jKlvXM2BwJMuOKKKnXnfFKqO2cWPSuUdCB6h2/F3u7xwJOV/EhT5eWSSDuuL+jI+EvGHvHO/qWXXsHt9vLgg9djWUZCxqloI9Xy5WsS1gi/ZFE2GAxy2WXjaeg7pURE4MHCXWX8bKKB31HZxunwAgqP16OLfD2mKtLNs8CQUud+BywVkQ7A0tjXADlAh9hjCvDE8Rmmpj5weMPVYrwuT7ndOSYKZ+y8F4u+NCeblhVKOnFW8CNW0n8dyYEnEC3+5xam8ZubZx5xjPPnv8CsWc9y0UWHZZyKNlINGNCdSZMGxcJJHMfc/TNz5m/IyuxN/q5NoBRb/rMSf6s++Lzp2HakAj+b6Me2ZeZpXH3VVcf0upo6QlWa7YG2wFdJX28CmseOmwObYsdPAuPLe15lD71hSlOaIweelN1wlYKVCDuJb67KVdlyBz3FjSnn0zxxrnTgSXzzlRNDAoHAEce3dOlS8Xhc4nY7xem0yg0oeeWVu0uEkzidljRq1KBKP7/0XJimU0YP/KsAojDFYXnkgl7TxOlISYSHOCxviUARf9YFckGvaeLzNTzq19TUDjjBG6YyRWRb7Hg7xFodoCXw36Tn/RA7Vwal1BSl1OdKqc937tx5jMPQ1FXKxhmWv2jrTLJTiGr80bv2sNgJl8yHWYsgDKNN4ueXXqyFaKdOCJv777nviOPLzs4mFAoflTWCUorJkwcfdeTgfffeTyQSIsWTUcqh8lmaN+la6QLs6q+f55VXXtQLsPWcKi3GKqXaAotE5LTY1z+LSKOk7+8RkcZKqUXAn0Xkf2PnlwK3iUilK616MVZTGfFF21dffJlDkVC5zpjluWS6McnAzU6KuI7TEho+lA08gWjoyR9YTcRSHAwVH3FcjRql0rt3F1asiPrR27ZNcXEIn69sOEn//mfy3nurWb16Dj173sDPP++r8vV7PT4OhUKMGPAHFq24O+FQuW3nBhr4mrHvwHZC4WhPfQmHSgUbN27QRb4Oc6L76HcopZrHXqg5kB87vxVonfS8VrFzGs0xE1+0PRguZmNgCyNHjCrXHRNKL+BCG1K5l7NKFPnyAk8g2od/DpkUhg9Vqed99OgxfPTRBv7ylymYpoHb7cThsAiHI8yf/14Ja4T33lvNmDF9ycrKZP/+A0d1/YVFBYhts+U/K8lq3ivhUHnumVfRJK09hmEBgsPy0LFdNhf0ugGlFBPGX66LvAY49kK/EPhV7PhXwFtJ5yfFum/OBfYmSTwazS+mMkknuffeiYECUnECJaWc0oEncLhTpzsZWBhVkm9mzbobEcU99zzLwIE9MAyDm2++lHXr5lJU9E7CGuG66x5GRLjzzisSi7JHg1IKw7DY8t0KWmaegVKKULiQ//3iSQxlkdN3FlcMm0tO31mAwcdrniFih7WfjeYwRxLxgReBbUCIqOb+ayCdaLfNFuB9IC32XAU8DgSB9UCvqiwU6MVYzbEQCARk0sQrxWs6y3XGjC/axhdrXRjiwpB+NJc/c648Rf8SLpk3c6YMIUvcmJLidFdpDEuWLBG32ymnnto6tjDrEK/XJYZhSHp6AznnnM7SuLFPliz5k4gsk1tuuUw8HtdRXadhWKKUIZnpp4rD8kiTtI7RRVlliWm6SizANmrQWkzTKU7H0b2GpnZCFRdj9YYpTZ1gzIhRLH77bSCWh1qBfh/ffGWiCGHjw8F5NCObluwjxEOsoQdN+Jjt2FX8bDgcFk6nRSQiiEQ3UIXDNhkZDZk4cWDM4CyfV1/9gBdeeI/CwmIOHQpX+doMZcVcKMOkN2zHrr3fYpkuInYYpVTiNR2Wm6bpndjx0zdMmHA5z81/7hhmUlObqKpGbx3pCRpNbeCvDz/Ie//6F3ZxiFNpxAZ248CgK2msZ1eJYwNFf1rSjxak4U4Ypn3ANgShD834LLHsdGQMwyAUimAYYJomhqGwLOGhh67n8ssH8PLLy5ky5UEMw4jJMEenmCqlEhvGdu39Fq87nUikmFaZ3fhx51dc0OsGUlOasvm75Wz5z0ocToeWbTQl0Hf0mjpDXl4e48aMxVcE+RRgI1ixtsuj6c7ZyB6W8QPFMcvfI9GoUSqZmY347rsdiZ2yIsKhQ1FTNaXglFNasHPnXgYO7MHSpWuOuutG4aSgaA9RdfTwZ9ZQFrZEcDlT8Hmbsr9gG2+++dpxc8rU1Gy0e6Wm3pGTk8MXX63l0mlXk+pLrSC5Nooq9VW8O8eLxQq2EqHqN0CjR4/hhx924nRaWJbC4TAwTQPLin68HA6Lfv3OYO7c3/D++6sZM2bMUV1Xn/P7UFC0B9Nw0jLzTFTSx1ap6LGIsPfAVvLyFukirymDLvSaOkVJS2SbYomwcMliUj0pnBbLsI135wykFX/iXB7hfIbRluVsTWyuauBLrfJrzpp1N4ZhEgqFsO2ofDNyZG9SU1O4444rSEnxsG9fIdde+yAiijvvvOuorqlHj244nW6UUmzf+TWGYdG6WQ9M08l53a6ms38wth3iySdnk52dfbRTpqkPVGXF9kQ/dNeN5kQTCATEn9WuTHdOvCPHjSmtSRE3pvRSTWXGtOlH9fOXLFkiPp9X3G6nOByWAOJ0WmIYSrxel5imIV6v+5izbKPdPV5RyojmwRqO6JoziMNyyrx5847p52pqN+jMWI3mMH6/n3eXvYfb6cbCiHXZH0YR3Vx1NZ3Z4j7IjJk3H9XPz8nJYc2adYwfPx6lFE6nA9OMfrwsy8GgQRcxffqMY5ZVcnJymDFjOqNGjqRRwwYINmmNMxg9ajQz/+dm7UypqRS9GKupV+Tl5XHZ6EuIFIfoT4synTcfuXbx8huvap1bUyvQi7EaTTnk5OSwZsN6xk4czweOfO7iU6aygvuda2h2RX++3LBOF3lNnUPf0Ws0Gk0tRd/RazQajQbQhV6j0WjqPLrQazQaTR2nRmj0SqmdwH+O8a9nAD8dx+HUNfT8VI6en8rR81M51T0/bUSkyZGeVCMK/S9BKfV5VRYj6it6fipHz0/l6PmpnNoyP1q60Wg0mjqOLvQajUZTx6kLhf6p6h5ADUfPT+Xo+akcPT+VUyvmp9Zr9BqNRqOpnLpwR6/RaDSaSqjVhV4pNUQptUkpFVBK/a66x1MTUEp9p5Rar5Rao5T6PHYuTSn1nlJqS+zPxtU9zpOFUipXKZWvlPoq6Vy586GiPBp7P61TSvWovpGfeCqYm3uVUltj7581SqmLk753e2xuNimlBlfPqE8eSqnWSqnlSqmvlVIblFI3xc7XuvdPrS30SikTeBzIAboA45VSXap3VDWGASLSLant63fAUhHpACyNfV1feBYYUupcRfORA3SIPaYAT5ykMVYXz1J2bgAejr1/uonIEoDYZ2sc0DX2d2bHPoN1mTDwGxHpApwLTIvNQ617/9TaQg+cDQRE5P+JyCHgJWBkNY+ppjISeC52/BwwqhrHclIRkQ+A3aVOVzQfI4H5sUyHVUAjpVTzkzPSk08Fc1MRI4GXRKRYRL4FAkQ/g3UWEdkmIl/EjvcD3wAtqYXvn9pc6FsC/036+ofYufqOAP9SSq1WSk2JncsUkW2x4+1AZvUMrcZQ0Xzo91SU6THpITdJ5qvXc6OUagt0Bz6hFr5/anOh15TP+SLSg+ivkdOUUhckfzMWP6ZbrWLo+SjDE4Af6AZsAx6s3uFUP0opH/AacLOI7Ev+Xm15/9TmQr8VaJ30davYuXqNiGyN/ZkPvEH01+sd8V8hY3/mV98IawQVzUe9f0+JyA4RiYiIDTzNYXmmXs6NUspBtMgvEJHXY6dr3funNhf6z4AOSql2Sikn0YWihdU8pmpFKZWilEqNHwODgK+IzsuvYk/7FfBW9YywxlDRfCwEJsW6J84F9ib9il4vKKUpjyb6/oHo3IxTSrmUUu2ILjh+erLHdzJRSilgHvCNiDyU9K3a9/6pSoJ4TX0AFwObgSBwZ3WPp7ofwCnA2thjQ3xOgHSi3QFbgPeBtOoe60mckxeJShAhoprpryuaD6IZ4Y/H3k/rgV7VPf5qmJvnY9e+jmjhap70/Dtjc7MJyKnu8Z+E+TmfqCyzDlgTe1xcG98/emesRqPR1HFqs3Sj0Wg0miqgC71Go9HUcXSh12g0mjqOLvQajUZTx9GFXqPRaOo4utBrNBpNHUcXeo1Go6nj6EKv0Wg0dZz/D1R0tOMTH5i4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xys = []\n",
    "for k, col in zip(unique_labels, colors):\n",
    "    if k == -1:\n",
    "        # Black used for noise.\n",
    "        col = [0, 0, 0, 1]\n",
    "    class_member_mask = (labels == k)\n",
    "    \n",
    "    xy = idxT[class_member_mask & core_samples_mask]\n",
    "    xy2 = np.vstack((xy[:,1], xy[:,0])).T\n",
    "    xys.append(xy2)\n",
    "    \n",
    "    plt.plot(xy[:, 1], xy[:, 0], 'o', markerfacecolor=tuple(col),\n",
    "             markeredgecolor='k', markersize=10)\n",
    "    \n",
    "    xy = idxT[class_member_mask & ~core_samples_mask]\n",
    "    plt.plot(xy[:, 1], xy[:, 0], 'x', markerfacecolor=tuple(col),\n",
    "             markeredgecolor='k', markersize=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f73243414a8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = np.transpose(imgs[idx].cpu().numpy(), (1,2,0))\n",
    "out_label = img.copy()\n",
    "for xy, col in zip(xys, colors):\n",
    "    cv2.polylines(out_label, np.int32([xy]), isClosed=False, color=tuple(col), thickness=5)\n",
    "\n",
    "plt.figure(dpi=200)\n",
    "plt.gray()\n",
    "plt.subplot(131);plt.imshow(out_label)\n",
    "plt.subplot(132);plt.imshow(img)\n",
    "plt.subplot(133);plt.imshow(label_imgs[idx].cpu().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
